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Configure Caffe's AlexNet prototxt files for fine tuning

Open BradNeuberg opened this issue 9 years ago • 3 comments

Configure Caffe AlexNet prototxt files for fine tuning/transfer learning (freeze some layers, slow down others, etc.). Make sure that the feature scaling values are correct for what we copied over; also configure the solver file to ensure its values are consistent with what we want.

BradNeuberg avatar Aug 18 '15 18:08 BradNeuberg

Not sure if this goes into this specific issue but given our current setup I should be fairly simple to try two approaches:

  • finetuning AlexNet for cloudless
  • training from scratch

Just mentioning it so that once our pipeline is nicely streamlined, we can mess with getting better results.

jhauswald avatar Aug 18 '15 18:08 jhauswald

Now that I'm done prepping the data I'm going to move onto this (and also #3).

BradNeuberg avatar Aug 18 '15 21:08 BradNeuberg

This is done but it's not generalizing terribly well. Once I get EC2 GPU instances setup I'll explore this again or perhaps shift over to VGG-128 to match what Planet Labs is doing.

BradNeuberg avatar Aug 19 '15 19:08 BradNeuberg